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Posted to issues@spark.apache.org by "Chelsea Zhang (JIRA)" <ji...@apache.org> on 2015/06/19 02:47:00 UTC
[jira] [Created] (SPARK-8468) Cross-validation with
RegressionEvaluator prefers higher RMSE
Chelsea Zhang created SPARK-8468:
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Summary: Cross-validation with RegressionEvaluator prefers higher RMSE
Key: SPARK-8468
URL: https://issues.apache.org/jira/browse/SPARK-8468
Project: Spark
Issue Type: Bug
Components: ML
Affects Versions: 1.4.0
Reporter: Chelsea Zhang
Please correct me if I'm wrong, but RegressionEvaluator seems to implement the evaluate() method backwards. The interface expects higher return values from evaluate() to indicate better models. RegressionEvaluator returns RMSE by default - a value we should try to minimize.
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